| Literature DB >> 28584730 |
Chuan Li1,2, Zhuofan Zhao1,2, Yongming Liu1,2, Bing Liang1,2, Shuxian Guan1,2, Hai Lan1,2, Jing Wang1,2, Yanli Lu1,2, Moju Cao1,2.
Abstract
Although C-type cytoplasmic male sterility (CMS-C) is one of the most attractive tools for maize hybrid seed production, the detailed regulation network of the male sterility remains unclear. In order to identify the CMS-C sterility associated genes and/or pathways, the comparison of the transcriptomes between the CMS-C line C48-2 and its isonuclear-alloplasmic maintainer line N48-2 at pollen mother cell stage (PS), an early development stage of microspore, and mononuclear stage (MS), an abortive stage of microspore, were analyzed. 2,069 differentially expressed genes (DEGs) between the two stages were detected and thought to be essential for the spikelet development of N48-2. 453 of the 2,069 DEGs were differentially expressed at MS stage between the two lines and thought to be participated in the process or the causes of microspore abortion. Among the 453 DEGs, 385 (84.99%) genes were down-regulated and only 68 (15.01%) genes were up-regulated in C48-2 at MS stage. The dramatic decreased expression of the four DEGs encoding MYB transcription factors and the DEGs involved in "polyamine metabolic process", "Cutin, suberine and wax biosynthesis", "Fatty acid elongation", "Biosynthesis of unsaturated fatty acids" and "Proline metabolism" might play an important role in the sterility of C48-2. This study will point out some directions for detailed molecular analysis and better understanding of sterility of CMS-C in maize.Entities:
Keywords: Cytoplasmic male sterility; Differentially expressed gene; Maize; Metabolic pathway; RNA-seq; Transcription factor
Year: 2017 PMID: 28584730 PMCID: PMC5452966 DOI: 10.7717/peerj.3408
Source DB: PubMed Journal: PeerJ ISSN: 2167-8359 Impact factor: 2.984
Summary of sequencing results.
| Sample ID | PS-C | PS-N | MS-C | MS-N |
|---|---|---|---|---|
| Total Reads (×105) | 326.75 ± 6.11 | 322.23 ± 1.85 | 327.95 ± 6.94 | 323.83 ± 4.02 |
| Total Base Paires (×107) | 408.43 ± 7.64 | 402.79 ± 2.31 | 409.94 ± 8.68 | 404.79 ± 5.03 |
| Total Mapped Reads (×105) | 220.40 ± 5.72 | 221.34 ± 2.09 | 226.37 ± 2.22 | 226.63 ± 2.56 |
| (mapping to reference genome) | (67.45%) | (68.69%) | (69.04%) | (69.99%) |
| Total Unmapped Reads (×105) | 106.34 ± 1.69 | 100.89 ± 0.93 | 101.58 ± 4.78 | 97.19 ± 1.75 |
| (mapping to reference genome) | (32.55%) | (31.31%) | (30.96) | (30.01%) |
| Total Mapped Reads (×105) | 241.58 ± 9.30 | 240.83 ± 3.82 | 248.68 ± 7.03 | 244.34 ± 4.43 |
| (mapping to reference gene) | (73.94%) | (74.74%) | (75.82%) | (75.45%) |
| Total Unmapped Reads (×105) | 85.17 ± 8.80 | 81.40 ± 2.15 | 79.27 ± 1.22 | 79.49 ± 2.24 |
| (mapping to reference genes) | (26.06%) | (25.26%) | (24.18%) | (24.55%) |
Figure 1Statistical analysis of gene expression detected by RNA-seq.
(A) Venn diagram of gene counts expressed at PS and MS stages for C48-2 and N48-2; (B) Number of total DEGs and down- or up- regulated DEGs, respectively; (C) Venn diagram displaying the relationship of DEGs between the two comparisons “MS-N vs PS-N” and “MS-C vs MS-N”. MS-C, PS-C, MS-N and PS-N represent the mononuclear stage of C48-2, pollen mother cell stage of C48-2, mononuclear stage of N48-2 and pollen mother cell stage of N48-2, respectively.
Figure 2qRT-PCR verification on RNA-seq results and DEGs identification.
x-axis represents genes ID, y-axis represents the logarithm of fold change; the blue column and red column respectively represents the qRT-PCR results and RNA-seq results of relative expression levels fold change between the two lines; |Log2Fold Change| ≥ 1 represents the gene is differentially expressed between the two lines.
Normalized reads number of DEGs between different comparisons.
| Groups | Normalized reads number of DEGs | |||
|---|---|---|---|---|
| PS-C | PS-N | MS-C | MS-N | |
| PS-C vs PS-N | 57.30 ± 89.82 | 161.44 ± 197.18 | / | / |
| MS-C vs MS-N | / | / | 194.85 ± 817.49 | 608.83 ± 3136.55 |
| PS-C vs MS-C | 155.20 ± 406.47 | / | 229.25 ± 940.67 | / |
| PS-N vs MS-N | / | 161.09 ± 534.04 | / | 495.37 ± 2458.30 |
Significant terms of GO analysis of the 453 DEGs.
| Accession | Description | DEGs Number | DEGs (log2(fold change)) | DEGs (log2(fold change)) | Corrected |
|---|---|---|---|---|---|
|
| Polyamine metabolic process | 5 | 103638134 (−1.95), 100279222 (−1.49), 103633099 (−4.09), 100501649 (−1.96), 100501307 (−4.54) | 2.14E−03 | |
|
| Cytoplasmic part/Cytoplasm | 75 | 103630336 (+1.18), 103647886 (+2.23), 100274575 (+1.01), 100272878 (+1.14), 100502492 (+1.28), 100194192 (+1.02), 103652814 (+3.43), 100284795 (+1.00), 100282067 (+1.38), 100191778 (+1.28), 542525 (+1.85), 100191593 (+1.85), 100285871 (+1.17), 100283978 (+1.32), 103644166 (+1.16), 100282311 (+1.08), 542671 (+1.69), 100273345 (+1.56), 542252 (+1.29), 100282076 (+1.55), | 100280212 (−1.11), 100274597 (−1.61), 100502513 (−2.80), 103641988 (−4.04), 100501125 (−4.13), 100383497 (−1.96), 100277154 (−2.31), 100273256 (−3.53), 103630103 (−3.74), 100384494 (−3.65), 100191623 (−6.94), 100282491 (−6.29), 100282997 (−2.55), 103627899 (−2.09), 541796 (−2.22), 100284041 (−1.69), 100285183 (−2.48), 100382027 (−2.43), 103626422 (−2.23), 100285881 (−4.19), 100191895 (−1.21), 103639025 (−1.18), 100273983 (−3.55), 100281998 (−2.59), 100216656 (−1.51), 100283790 (−1.10), 103639307 (−1.39), 100501502 (−1.36), 100283569 (−2.89), 103642123 (−4.13), 542761 (−5.77), 100191963 (−3.33), 100276550 (−1.61), 100279948 (−1.74), 100383090 (−4.68), 100383115 (−6.00), 100283366 (−3.69), 100273547 (−2.07), 103626181 (−1.72), 542314 (−1.67), 103646055 (−6.47), 100284356 (−1.76), 541892 (−1.25), 100286025 (−7.15), 100382211 (−1.87), 100283909 (−1.49), 100272793 (−2.00), 100279917 (−1.22), 100283568 (−1.50), 103626492 (−1.27), 100192014 (−2.69), 100282493 (−6.09), 100280292 (−3.14), 100282284 (−3.37), 100284872 (−3.58) | 4.20E−04/ 4.50E−04 |
|
| Cytoplasmic vesicle/Vesicle | 64 | 103630336 (+1.18), 103647886 (+2.23), 100274575 (+1.01), 100272878 (+1.14), 100502492 (+1.28), 103644166 (+1.16), 100282311 (+1.08), 542671 (+1.69), 100194192 (+1.02), 103652814 (+3.43), 100273345 (+1.56), 100284795 (+1.00), 100282067 (+1.38), 100191778 (+1.28), 100282076 (+1.55), 542525 (+1.85), 100191593 (+1.85), 100285871 (+1.17), 100283978 (+1.32), | 100280212 (−1.11), 100502513 (−2.80), 103639307 (−1.39), 103641988 (−4.04), 100501502 (−1.36), 103642123 (−4.13), 100283569 (−2.89), 100191963 (−3.33), 100501125 (−4.13), 100383497 (−1.96), 100277154 (−2.31), 100273256 (−3.53), 100276550 (−1.61), 100279948 (−1.74), 100383090 (−4.68), 103630103 (−3.74), 100384494 (−3.65), 100191623 (−6.94), 100383115 (−6.00), 100283366 (−3.69), 100282491 (−6.29), 100282997 (−2.55), 100273547 (−2.07), 103627899 (−2.09), 103626181 (−1.72), 100285183 (−2.48), 100382027 (−2.43), 542314 (−1.67), 103646055 (−6.47), 100284356 (−1.76), 541892 (−1.25), 100286025 (−7.15), 100285881 (−4.19), 100382211 (−1.87), 100272793 (−2.00), 100283568 (−1.50), 100191895 (−1.21), 103639025 (−1.18), 103626492 (−1.27), 100282493 (−6.09), 100192014 (−2.69), 100282284 (−3.37), 100280292 (−3.14), 100273983 (−3.55), 100281998 (−2.59) | 6.80E−04 |
|
| Aspartate oxidase activity | 2 | 103644300 (−4.44), 100279867 (−4.25) | 1.95−02 |
Notes.
“+” means up-regulated in C48-2 and “−” means down-regulated in C48-2.
Significant pathway enrichments of KEGG analysis of the 453 DEGs.
| Pathway ID | Description | DEGs number | DEGs (log2(fold change)) | DEGs (log2(fold change)) | |
|---|---|---|---|---|---|
| ko00910 | Nitrogen metabolism | 8 | 100285064 (+1.08), 100192349 (+1.33), 100192351 (+1.37) | 100272754 (−2.50), 100501546 (−5.31), 100279972 (−5.32), 100274597 (−1.61), 542220 (−1.10) | 2.22E−03 |
| ko00250 | Alanine, aspartate and glutamate metabolism | 8 | 100192349 (+1.33), 100192351 (+1.37) | 100037816 (−1.62), 100279867 (−4.25), 542220 (−1.10), 100216685 (−3.30), 732739 (−3.94), 103644300 (−4.44) | 3.00E−03 |
| ko00062 | Fatty acid elongation | 5 | 100286157 (−1.43), 100191179 (−2.10), 100274548 (−2.12), 542359 (−3.09), 103653730 (−2.92) | 9.85E−03 | |
| ko04626 | Plant-pathogen interaction | 30 | 100279991 (+1.16), 542671 (+1.69), 100285871 (+1.17), 103626943 (+2.33), 103651407 (+1.87), 103633426 (+1.01), | 100275623 (−1.50), 100384222 (−1.40), 103651071 (−2.59), 103630103 (−3.74), 100283091 (−1.90), 103649813 (−1.19), 100501502 (−1.36), 100282922 (−2.30), 103651392 (−1.83), 103632695 (−2.41), 100191429 (−1.36), 100273547 (−2.07), 103627039 (−2.02), 100274330 (−1.31), 103628553 (−2.03), 103626248 (−1.77), 100280377 (−1.23), 103640356 (−3.18), 103641871 (−1.38), 103654972 (−2.01), 100281107 (−2.01), 103639404 (−2.08), 103654474 (−3.57), 103626181 (−1.72) | 1.60E−02 |
| ko00073 | Cutin, suberine and wax biosynthesis | 6 | 100192014 (−2.69), 100283366 (−3.37), 103639542 (−3.21), 100501544 (−3.29), 100191290 (−1.50), 100280292 (−3.14) | 2.87E−02 | |
| ko01040 | Biosynthesis of unsaturated fatty acids | 5 | 100191179 (−2.10), 100274548 (−2.13), 103640085 (−5.87), 542359 (−3.09), 103653730 (−2.92) | 2.90E−02 | |
| ko00330 | Arginine and proline metabolism | 7 | 100501307 (−4.54), 103633099 (−4.09), 100501649 (−1.96), 103638134 (−1.95), 100279222 (−1.49), 100277253 (−1.24), 542220 (−1.10) | 2.90E−02 |
Notes.
“+” means up-regulated in C48-2 and “−” means down-regulated in C48-2.
Statistics of the transcription factors identified from the 453 DEGs.
| GeneID | TF family | Normalized reads number | log2(MS-C/MS-N) | Padj value | Differential expression model | |||
|---|---|---|---|---|---|---|---|---|
| MS-C | MS-N | |||||||
| 100283422 | Alfin-like | 71.43 | 156.25 | −1.13 | 9.83E−18 | down | 1.59E−06 | |
| 100193098 | AP2-EREBP | 25.79 | 103.90 | −2.01 | 3.26E−06 | down | 3.95E−08 | |
| 100857063 | ARF | 158.09 | 676.77 | −2.10 | 1.45E−26 | down | 2.07E−29 | |
| 100274330 | bHLH | 2268.98 | 5639.82 | −1.31 | 1.21E−11 | down | 6.27E−14 | |
| 100282922 | bHLH | 410.12 | 2025.57 | −2.30 | 6.15E−03 | down | 1.87E−04 | |
| 100279991 | bHLH | 114.68 | 51.24 | +1.16 | 1.82E−04 | up | 3.18E−06 | |
| 100191923 | C3H | 304.23 | 925.61 | −1.61 | 4.93E−08 | down | 4.21E−10 | |
| 100275160 | G2-like | 16.60 | 39.38 | −1.25 | 2.6E−02 | down | 1.12E−03 | |
| 732739 | LOB | 75.37 | 1154.62 | −3.94 | 4.74E−18 | down | 1.30E−20 | |
| 100275160 | MYB | 16.60 | 39.38 | −1.25 | 2.59E−02 | down | 1.12E−03 | |
| 100272446 | MYB | 2.72 | 769.96 | −8.15 | 1.70E−70 | down | 2.44E−74 | |
| 100216895 | MYB | 30.21 | 171.37 | −2.50 | 3.73E−03 | down | 1.02E−04 | |
| 100191533 | MYB | 6.07 | 2141.97 | −8.46 | 1.31E−64 | down | 2.99E−68 | |
| 100274206 | MYB | 4.26 | 70.74 | −4.05 | 4.87E−13 | down | 2.20E−15 | |
| 100383937 | NAC | 60.89 | 29.73 | +1.03 | 1.31E−02 | up | 4.68E−04 | |
| 103626248 | Tify | 8.37 | 28.60 | −1.77 | 5.24E−03 | down | 1.54E−04 | |
| 100384222 | Tify | 175.71 | 463.25 | −1.40 | 3.46E−04 | down | 6.43E−06 | |
| 100275623 | WRKY | 56.54 | 159.40 | −1.50 | 3.33E−05 | down | 4.87E−07 | |
Notes.
MS-C means C48-2 at the MS stage, MS-N means N48-2 at the MS stage.
Figure 3Comparative analyses of the five transcriptional factors expression levels between C48-2 and N48-2 along with the microspore development.
(A) The expression level of LOC100191533; (B) The expression level of LOC100274206; (C) The expression level of LOC100272446; (D) The expression level of LOC100216895; (E) The expression level of LOC732739. PS, DS, TS and MS represents pollen mother cell stage, dyad stage, tetrad stage and mononuclear stage, respectively.
Figure 4Phylogenetic analysis of the four MYB transcription factors with the 13 MYBs of Arabidopsis.
Multiple sequence alignments of proteins were generated using ClustalW (version 7.2.5), and the phylogenetic tree was constructed with the neighbor-joining algorithm in MEGA (version 5.1). Bootstrap analysis was carried out with 1,000 replicates.